• Laser & Optoelectronics Progress
  • Vol. 57, Issue 18, 181016 (2020)
Dongxu Han and Baojiang Zhong*
Author Affiliations
  • Department of Computer Science and Technology, Soochow University, Suzhou, Jiangsu 215000, China
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    DOI: 10.3788/LOP57.181016 Cite this Article Set citation alerts
    Dongxu Han, Baojiang Zhong. Edge Thinning Algorithm Based on Gradient Mask Filter[J]. Laser & Optoelectronics Progress, 2020, 57(18): 181016 Copy Citation Text show less
    Comparison of thinning results based on different edge features. (a)(b) EPM[14]; (c)(d) gradient images[7]; (e)(f) GMF
    Fig. 1. Comparison of thinning results based on different edge features. (a)(b) EPM[14]; (c)(d) gradient images[7]; (e)(f) GMF
    Framework of edge thinning algorithm based on GMF
    Fig. 2. Framework of edge thinning algorithm based on GMF
    Comparison of edge detection results of different algorithms. (a) Original images; (b) GT; (c) Canny; (d) HED; (e) HED+GMF; (f) DeepEdge+SEDT; (g) DeepEdge+GMF; (h) RCF; (i) RCF+GMF
    Fig. 3. Comparison of edge detection results of different algorithms. (a) Original images; (b) GT; (c) Canny; (d) HED; (e) HED+GMF; (f) DeepEdge+SEDT; (g) DeepEdge+GMF; (h) RCF; (i) RCF+GMF
    Subjective evaluation results of different algorithms. (a) DeepEdge+SEDT; (b) DeepContour+SEDT; (c) HED+SEDT; (d) RCF+SEDT; (e) DeepEdge+GMF; (f) DeepContour+GMF; (g) HED+GMF; (h) RCF+GMF
    Fig. 4. Subjective evaluation results of different algorithms. (a) DeepEdge+SEDT; (b) DeepContour+SEDT; (c) HED+SEDT; (d) RCF+SEDT; (e) DeepEdge+GMF; (f) DeepContour+GMF; (g) HED+GMF; (h) RCF+GMF
    AlgorithmABCC/AC/B
    Sobel[4]601124078470.14090.3519
    Roberts[5]4532145810560.23300.7243
    Prewitt[6]596321768400.14090.3860
    Canny[7]2146331506370.02970.2022
    DeepEdge[11] +SEDT[16]572415426660.11640.4319
    DeepContour[12] +SEDT[16]527611543780.07160.3276
    HED[13] +SEDT[16]438911094260.09710.3841
    RCF[14] +SEDT[16]42508762510.05910.2865
    DeepEdge[11]+GMF581913391960.03370.1464
    DeepContour[12]+GMF615312731540.02500.1210
    HED[13]+GMF39008911320.03380.1481
    RCF[14]+GMF49349951140.02310.1146
    Table 1. Average statistical results of different algorithms
    No.AlgorithmABCC/AC/B
    140006RCF[14]589512992630.04460.2025
    RCF[14]+GMF887320611790.02020.0869
    232076RCF[14]29327011980.06750.2825
    RCF[14]+GMF584011851200.02050.1013
    Table 2. Comparison of edge detection results between RCF[14] and RCF+GMF
    Dongxu Han, Baojiang Zhong. Edge Thinning Algorithm Based on Gradient Mask Filter[J]. Laser & Optoelectronics Progress, 2020, 57(18): 181016
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